MU FUYAO Questions-answer

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MC2 2018.jpg ISSS608 Assignment MU FUYAO - MC2

Overview

Data Preparation

Analytical Results

Questions-answer

 


Question 1

Characterize the past and most recent situation with respect to chemical contamination in the Boonsong Lekagul waterways. Do you see any trends of possible interest in this investigation?

Statement Graph
1.Year 1998---2007


There are some measures having value of 0, I can’t decide whether the measurement is 0 or didn’t have measure. So, I regard it as missing value and delete.

There are some strange values in this dataset. For same location, same time and same measure, but there are different values. I think it’s repetitive value. So, I get average of them.

Year1998.png
1.Year 2008---2016


There are some measures having value of 0, I can’t decide whether the measurement is 0 or didn’t have measure. So, I regard it as missing value and delete.

There are some strange values in this dataset. For same location, same time and same measure, but there are different values. I think it’s repetitive value. So, I get average of them.

Year2008.png

Question 2

What anomalies do you find in the waterway samples dataset? How do these affect your analysis of potential problems to the environment? Is the Hydrology Department collecting sufficient data to understand the comprehensive situation across the Preserve? What changes would you propose to make in the sampling approach to best understand the situation?

Anomalies Graph
1.Water temperature


Water temperature went high trend from 2009. And from graph we can see temperature have seasonal patterns, it lead to dissolved oxygen have seasonal patterns. When temperature goes higher, dissolved oxygen goes down. They two have negative relationships

Water-temperature.png
Dissolved-water.png
2.Iron


Quantity of Iron had an extremely increase in 2003 Q3. And it much more higher than every other years and quarters. There must be some uncommon events in that quarter or its sample datas have something wrong

Iron.png

Question 3

After reviewing the data, do any of your findings cause particular concern for the Pipit or other wildlife? Would you suggest any changes in the sampling strategy to better understand the waterways situation in the Preserve?

Year Graph
1.Year1998


For year 1998, though most of location were polluted, but the value of pollution is low. And pollution were concerned in north-east of the map. For south-west area, there are few pollutions. Though there might be probabilities there were no testing in south-west area in year 1998, but the most highest probabilities for this result is this area is clean in year 1998

1998.png
2.Year2016


From the graph we can see, compared to year 1998, all of locations have pollutions in year 2016. And value of pollutions is much higher than year 1998. In my opinion, wildlife in there area suffered from pollutions these years and their habitats facing pollutions.

2016 mu.png

All locations are polluted now. And we have 10 monitoring locations now. But each of them are responsible for quite big area. If we want to find some area are less polluted, we need to add monitoring locations. Each of them monitor little area than now. And we can collect data with higher accuracy. It's will provide us better idea for how to protect wildlife in these area.